{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7b88d70b",
   "metadata": {},
   "source": [
    "# Digital IO\n",
    "This example demonstrates how to control the direction of the digital IOs (in/out) and set their values creating square waves with periods of 2, 4, 8 and 16 clk cycles. The digital IO values are monitored via the internal scope (acquisition) logic. See [README](https://github.com/dspsandbox/OpenLabCtrl/blob/main/README.md#ios--pin-mapping) for IO Names and Pin Mapping. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "949513fa",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "607b9c7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time \n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from openlabctrl.device import Rp_125_14_Z7010\n",
    "from openlabctrl.sequence import IoSequence\n",
    "from openlabctrl.frame import IoSyncFrame\n",
    "from openlabctrl.io.scope import ScopeSource"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43fb4f95",
   "metadata": {},
   "source": [
    "### Device instances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "563af75c",
   "metadata": {},
   "outputs": [],
   "source": [
    "rp_0 = Rp_125_14_Z7010(ip=\"192.168.1.143\", label=\"rp_0\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0436c2e7",
   "metadata": {},
   "source": [
    "### IO Sequences & IO Frames instances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e410a24",
   "metadata": {},
   "outputs": [],
   "source": [
    "seq = IoSequence(device_list=[rp_0])\n",
    "fr_0 = IoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)\n",
    "fr_1 = IoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)\n",
    "fr_2 = IoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5930f84",
   "metadata": {},
   "source": [
    "### Frame definitions \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0406fc31",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#FRAME 0\n",
    "#Configure acquisition \n",
    "fr_0.reset()\n",
    "fr_0.scope_0.source(ScopeSource.DIGITAL_IO_0)\n",
    "fr_0.scope_0.decimation(1)\n",
    "fr_0.scope_0.acquire(samples=150, label=\"acq_0\", run_async=True)\n",
    "\n",
    "#Set direction of digital IOs\n",
    "# Digital_IO_0[3] : input\n",
    "# Digital_IO_0[2] : input\n",
    "# Digital_IO_0[1] : output\n",
    "# Digital_IO_0[0] : output\n",
    "fr_0.digital_io_0.tristate(val=0b1100, mask=0b1111) \n",
    "\n",
    "#Set initial value of outputs (inputs are driven high by internal pull-up resistors, so they read 1 if not connected)\n",
    "fr_0.digital_io_0.output(0b0000, mask=0b0011) \n",
    "\n",
    "\n",
    "#FRAME 1\n",
    "fr_1.reset()\n",
    "#Square wave with 2 and 4 clk cycles period on DIGITAL_IO_0[0] and DIGITAL_IO_0[1]\n",
    "fr_1.set_time_increment(1) #Default time increment\n",
    "for i in range(5):\n",
    "    fr_1.digital_io_0.output(val=0b0000, mask=0b0011)\n",
    "    fr_1.digital_io_0.output(val=0b0001, mask=0b0011)\n",
    "    fr_1.digital_io_0.output(val=0b0010, mask=0b0011)\n",
    "    fr_1.digital_io_0.output(val=0b0011, mask=0b0011)\n",
    "\n",
    "\n",
    "#FRAME 2\n",
    "fr_2.reset()\n",
    "#Square wave with 8 and 16 clk cycles period on DIGITAL_IO_0[0] and DIGITAL_IO_0[1]\n",
    "fr_2.set_time_increment(4)\n",
    "for i in range(5):\n",
    "    fr_2.digital_io_0.output(val=0b0000, mask=0b0011)\n",
    "    fr_2.digital_io_0.output(val=0b0001, mask=0b0011)\n",
    "    fr_2.digital_io_0.output(val=0b0010, mask=0b0011)\n",
    "    fr_2.digital_io_0.output(val=0b0011, mask=0b0011)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d3c09a3",
   "metadata": {},
   "source": [
    "### Sequence definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1430a2e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------------------------------------+\n",
      "| rp_0@192.168.1.143                    |\n",
      "+---------------------------------------+\n",
      "| Acq & IO config                       |\n",
      "| Square wave. Period: 2, 4 clk cycles  |\n",
      "| Square wave. Period: 8, 16 clk cycles |\n",
      "+---------------------------------------+\n",
      "NOTE: Frames with (*) are triggered by external trigger source.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "seq.reset()\n",
    "seq.add_frame(frame=fr_0, device=rp_0, label=\"Acq & IO config\")\n",
    "seq.add_frame(frame=fr_1, device=rp_0, label=\"Square wave. Period: 2, 4 clk cycles\")\n",
    "seq.add_frame(frame=fr_2, device=rp_0, label=\"Square wave. Period: 8, 16 clk cycles\")\n",
    "\n",
    "print(seq.sequence_description())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14044a39",
   "metadata": {},
   "source": [
    "### Upload & Run sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b47594a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "seq.upload()\n",
    "seq.start()\n",
    "while not seq.is_done():\n",
    "    if seq.is_error():\n",
    "        print(\"Sequence error. Please check status.\")\n",
    "        break\n",
    "    time.sleep(0.01)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e697bc2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'rp_0@192.168.1.143': {'enabled': True,\n",
       "  'done': True,\n",
       "  'error': False,\n",
       "  'current_frame': 'Square wave. Period: 8, 16 clk cycles',\n",
       "  'io': {'rf_out_0': {'error': False, 'done': True},\n",
       "   'rf_out_1': {'error': False, 'done': True},\n",
       "   'digital_io_0': {'error': False, 'done': True},\n",
       "   'digital_io_1': {'error': False, 'done': True},\n",
       "   'digital_io_2': {'error': False, 'done': True},\n",
       "   'digital_io_3': {'error': False, 'done': True},\n",
       "   'analog_out_0': {'error': False, 'done': True},\n",
       "   'analog_out_1': {'error': False, 'done': True},\n",
       "   'analog_out_2': {'error': False, 'done': True},\n",
       "   'analog_out_3': {'error': False, 'done': True},\n",
       "   'scope_0': {'error': False, 'done': True},\n",
       "   'scope_1': {'error': False, 'done': True},\n",
       "   'led': {'error': False, 'done': True}}}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seq.get_status()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7efcbba4",
   "metadata": {},
   "outputs": [],
   "source": [
    "seq.stop()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dec271b",
   "metadata": {},
   "source": [
    "### Plot acquisitions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2d77b2b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device: rp_0@192.168.1.143\n",
      "Frame: Acq & IO config\n",
      "Scope: scope_0\n",
      "Label: acq_0\n",
      "Time: 2\n",
      "Decimation: 1\n",
      "Samples: 150\n",
      "Source: DIGITAL_IO_0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kSOXn5ys5OVnPPPOM9u7d61yzf/9+JSUl6bPPPlNGRoaqq6v18MMPq6Kiwt3tAQAAL2SzLMu64wfbbNqxY4fGjx9f55p58+Zp9+7dOnbsmPPYpEmTdOXKFe3Zs6fWx1y6dEnh4eHav3+/vv/97zdoL3a7XSEhISorK1NwcLBbcwAAAM9o6PfvJr+GJTs7WwkJCS7HEhMTlZ2dXedjysrKJEnt27evc01lZaXsdrvLDQAAeKcmD5bi4mJFRES4HIuIiJDdbtf169dvWe9wOJScnKzhw4erT58+dZ43PT1dISEhzlt0dHSj7x0AAJjBuFcJJSUl6dixY9q6dett182fP19lZWXO27lz5+7RDgEAwL3Wqqk/QWRkpEpKSlyOlZSUKDg4WIGBgS7HZ86cqV27dunAgQPq0qXLbc/r7+8vf3//Rt8vAAAwT5M/wxIfH6/MzEyXYxkZGYqPj3d+bFmWZs6cqR07dmjfvn2KiYlp6m0BAIBmxO1gKS8vV35+vvLz8yX982XL+fn5KioqkvTPH9VMmTLFuX7GjBk6c+aM5s6dqxMnTuitt97Stm3bNHv2bOeapKQkbd68We+9957atm2r4uJiFRcX13qNCwAAaHncfllzVlaWRo4cecvxqVOnauPGjXrqqaf05ZdfKisry+Uxs2fPVkFBgbp06aJFixbpqaee+mYTNlutn+s3v/mNy7rb4WXNAAA0Pw39/n1X78NiEoIFAIDmx5j3YQEAALhbBAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA47kdLAcOHNDYsWMVFRUlm82mnTt31vuYrKwsDRw4UP7+/nrggQe0cePGW9asXbtW3bt3V0BAgOLi4nTo0CF3twYAALyU28FSUVGh2NhYrV27tkHrCwsLNWbMGI0cOVL5+flKTk7WM888o7179zrXvP/++0pJSdFLL72kvLw8xcbGKjExUaWlpe5uDwAAeCGbZVnWHT/YZtOOHTs0fvz4OtfMmzdPu3fv1rFjx5zHJk2apCtXrmjPnj2SpLi4OA0ZMkRr1qyRJDkcDkVHR+v5559Xampqg/Zit9sVEhKisrIyBQcH3+lILizL0vXqmkY5FwAAzV1ga1/ZbLZGPWdDv3+3atTPWovs7GwlJCS4HEtMTFRycrIkqaqqSrm5uZo/f77zfh8fHyUkJCg7O7vO81ZWVqqystL5sd1ub9yNS7peXaMH0/bWvxAAgBagYHGi2vg1eTrUqskvui0uLlZERITLsYiICNntdl2/fl2XL19WTU1NrWuKi4vrPG96erpCQkKct+jo6CbZPwAA8DzPZFIjmD9/vlJSUpwf2+32Ro+WwNa+Klic2KjnBACguQps7euxz93kwRIZGamSkhKXYyUlJQoODlZgYKB8fX3l6+tb65rIyMg6z+vv7y9/f/8m2fNNNpvNY099AQCAbzT5j4Ti4+OVmZnpciwjI0Px8fGSJD8/Pw0aNMhljcPhUGZmpnMNAABo2dwOlvLycuXn5ys/P1/SP1+2nJ+fr6KiIkn//FHNlClTnOtnzJihM2fOaO7cuTpx4oTeeustbdu2TbNnz3auSUlJ0YYNG7Rp0yYdP35czz77rCoqKjRt2rS7HA8AAHgDt3/eceTIEY0cOdL58c3rSKZOnaqNGzfq4sWLzniRpJiYGO3evVuzZ8/WG2+8oS5duujdd99VYuI314ZMnDhRly5dUlpamoqLi9W/f3/t2bPnlgtxAQBAy3RX78NikqZ4HxYAANC0Gvr9m98lBAAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADDeHQXL2rVr1b17dwUEBCguLk6HDh2qc211dbUWL16sHj16KCAgQLGxsdqzZ4/LmpqaGi1atEgxMTEKDAxUjx499Morr8iyrDvZHgAA8DJuB8v777+vlJQUvfTSS8rLy1NsbKwSExNVWlpa6/qFCxfq7bff1urVq1VQUKAZM2bo0Ucf1dGjR51rli1bpnXr1mnNmjU6fvy4li1bpuXLl2v16tV3PhkAAPAaNsvNpzHi4uI0ZMgQrVmzRpLkcDgUHR2t559/Xqmpqbesj4qK0oIFC5SUlOQ8NmHCBAUGBmrz5s2SpB/96EeKiIjQr3/96zrX1MdutyskJERlZWUKDg52ZyQAAOAhDf3+7dYzLFVVVcrNzVVCQsI3J/DxUUJCgrKzs2t9TGVlpQICAlyOBQYG6uDBg86Phw0bpszMTJ06dUqS9Je//EUHDx7U6NGj3dkeAADwUq3cWXz58mXV1NQoIiLC5XhERIROnDhR62MSExO1cuVKff/731ePHj2UmZmp7du3q6amxrkmNTVVdrtdvXr1kq+vr2pqarRkyRJNnjy5zr1UVlaqsrLS+bHdbndnFAAA0Iw0+auE3njjDfXs2VO9evWSn5+fZs6cqWnTpsnH55tPvW3bNm3ZskXvvfee8vLytGnTJr3++uvatGlTnedNT09XSEiI8xYdHd3UowAAAA9xK1g6dOggX19flZSUuBwvKSlRZGRkrY/p2LGjdu7cqYqKCp09e1YnTpxQUFCQ7r//fueaOXPmKDU1VZMmTVLfvn315JNPavbs2UpPT69zL/Pnz1dZWZnzdu7cOXdGAQAAzYhbweLn56dBgwYpMzPTeczhcCgzM1Px8fG3fWxAQIA6d+6sr7/+Wh988IHGjRvnvO/atWsuz7hIkq+vrxwOR53n8/f3V3BwsMsNAAB4J7euYZGklJQUTZ06VYMHD9bQoUO1atUqVVRUaNq0aZKkKVOmqHPnzs5nR3JycnT+/Hn1799f58+f18svvyyHw6G5c+c6zzl27FgtWbJEXbt21UMPPaSjR49q5cqVevrppxtpTAAA0Jy5HSwTJ07UpUuXlJaWpuLiYvXv31979uxxXohbVFTk8mzJjRs3tHDhQp05c0ZBQUF65JFH9Lvf/U6hoaHONatXr9aiRYv03HPPqbS0VFFRUfrP//xPpaWl3f2EAACg2XP7fVhMxfuwAADQ/DTJ+7AAAAB4AsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMN4dBcvatWvVvXt3BQQEKC4uTocOHapzbXV1tRYvXqwePXooICBAsbGx2rNnzy3rzp8/ryeeeEJhYWEKDAxU3759deTIkTvZHgAA8DJuB8v777+vlJQUvfTSS8rLy1NsbKwSExNVWlpa6/qFCxfq7bff1urVq1VQUKAZM2bo0Ucf1dGjR51rvvrqKw0fPlytW7fWhx9+qIKCAq1YsULt2rW788kAAIDXsFmWZbnzgLi4OA0ZMkRr1qyRJDkcDkVHR+v5559XamrqLeujoqK0YMECJSUlOY9NmDBBgYGB2rx5syQpNTVVn376qT755JM7HsRutyskJERlZWUKDg6+4/MAAIB7p6Hfv916hqWqqkq5ublKSEj45gQ+PkpISFB2dnatj6msrFRAQIDLscDAQB08eND58R//+EcNHjxYP/3pTxUeHq4BAwZow4YNt91LZWWl7Ha7yw0AAHgnt4Ll8uXLqqmpUUREhMvxiIgIFRcX1/qYxMRErVy5UqdPn5bD4VBGRoa2b9+uixcvOtecOXNG69atU8+ePbV37149++yzeuGFF7Rp06Y695Kenq6QkBDnLTo62p1RAABAM9LkrxJ644031LNnT/Xq1Ut+fn6aOXOmpk2bJh+fbz61w+HQwIED9eqrr2rAgAGaPn26/uM//kPr16+v87zz589XWVmZ83bu3LmmHgUAAHiIW8HSoUMH+fr6qqSkxOV4SUmJIiMja31Mx44dtXPnTlVUVOjs2bM6ceKEgoKCdP/99zvXdOrUSQ8++KDL43r37q2ioqI69+Lv76/g4GCXGwAA8E5uBYufn58GDRqkzMxM5zGHw6HMzEzFx8ff9rEBAQHq3Lmzvv76a33wwQcaN26c877hw4fr5MmTLutPnTqlbt26ubM9AADgpVq5+4CUlBRNnTpVgwcP1tChQ7Vq1SpVVFRo2rRpkqQpU6aoc+fOSk9PlyTl5OTo/Pnz6t+/v86fP6+XX35ZDodDc+fOdZ5z9uzZGjZsmF599VU99thjOnTokN555x298847jTQmAABoztwOlokTJ+rSpUtKS0tTcXGx+vfvrz179jgvxC0qKnK5PuXGjRtauHChzpw5o6CgID3yyCP63e9+p9DQUOeaIUOGaMeOHZo/f74WL16smJgYrVq1SpMnT777CQEAQLPn9vuwmIr3YQEAoPlpkvdhAQAA8ASCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYr5WnN9BYLMuSJNntdg/vBAAANNTN79s3v4/XxWuC5erVq5Kk6OhoD+8EAAC46+rVqwoJCanzfptVX9I0Ew6HQxcuXFDbtm1ls9ka7bx2u13R0dE6d+6cgoODG+28JmtpM7e0eaWWN3NLm1dqeTO3tHkl75nZsixdvXpVUVFR8vGp+0oVr3mGxcfHR126dGmy8wcHBzfrL4g70dJmbmnzSi1v5pY2r9TyZm5p80reMfPtnlm5iYtuAQCA8QgWAABgPIKlHv7+/nrppZfk7+/v6a3cMy1t5pY2r9TyZm5p80otb+aWNq/U8mb2motuAQCA9+IZFgAAYDyCBQAAGI9gAQAAxiNYAACA8QiWeqxdu1bdu3dXQECA4uLidOjQIU9vqVGkp6dryJAhatu2rcLDwzV+/HidPHnSZc2NGzeUlJSksLAwBQUFacKECSopKfHQjhvX0qVLZbPZlJyc7DzmjfOeP39eTzzxhMLCwhQYGKi+ffvqyJEjzvsty1JaWpo6deqkwMBAJSQk6PTp0x7c8Z2rqanRokWLFBMTo8DAQPXo0UOvvPKKy+8nae7zHjhwQGPHjlVUVJRsNpt27tzpcn9D5vvHP/6hyZMnKzg4WKGhofrZz36m8vLyeziFe243c3V1tebNm6e+ffvqvvvuU1RUlKZMmaILFy64nKM5zVzf3/G/mjFjhmw2m1atWuVyvDnN6w6C5Tbef/99paSk6KWXXlJeXp5iY2OVmJio0tJST2/tru3fv19JSUn67LPPlJGRoerqaj388MOqqKhwrpk9e7b+9Kc/6fe//73279+vCxcu6Cc/+YkHd904Dh8+rLffflv9+vVzOe5t83711VcaPny4WrdurQ8//FAFBQVasWKF2rVr51yzfPlyvfnmm1q/fr1ycnJ03333KTExUTdu3PDgzu/MsmXLtG7dOq1Zs0bHjx/XsmXLtHz5cq1evdq5prnPW1FRodjYWK1du7bW+xsy3+TJk/W///u/ysjI0K5du3TgwAFNnz79Xo3gttvNfO3aNeXl5WnRokXKy8vT9u3bdfLkSf34xz92WdecZq7v7/imHTt26LPPPlNUVNQt9zWned1ioU5Dhw61kpKSnB/X1NRYUVFRVnp6ugd31TRKS0stSdb+/fsty7KsK1euWK1bt7Z+//vfO9ccP37ckmRlZ2d7apt37erVq1bPnj2tjIwM6//9v/9nzZo1y7Is75x33rx51ogRI+q83+FwWJGRkdZrr73mPHblyhXL39/f+u///u97scVGNWbMGOvpp592OfaTn/zEmjx5smVZ3jevJGvHjh3OjxsyX0FBgSXJOnz4sHPNhx9+aNlsNuv8+fP3bO936tsz1+bQoUOWJOvs2bOWZTXvmeua9//+7/+szp07W8eOHbO6detm/epXv3Le15znrQ/PsNShqqpKubm5SkhIcB7z8fFRQkKCsrOzPbizplFWViZJat++vSQpNzdX1dXVLvP36tVLXbt2bdbzJyUlacyYMS5zSd457x//+EcNHjxYP/3pTxUeHq4BAwZow4YNzvsLCwtVXFzsMnNISIji4uKa5czDhg1TZmamTp06JUn6y1/+ooMHD2r06NGSvG/eb2vIfNnZ2QoNDdXgwYOdaxISEuTj46OcnJx7vuemUFZWJpvNptDQUEneN7PD4dCTTz6pOXPm6KGHHrrlfm+b9195zS8/bGyXL19WTU2NIiIiXI5HREToxIkTHtpV03A4HEpOTtbw4cPVp08fSVJxcbH8/Pyc/9HfFBERoeLiYg/s8u5t3bpVeXl5Onz48C33eeO8Z86c0bp165SSkqKf//znOnz4sF544QX5+flp6tSpzrlq+xpvjjOnpqbKbrerV69e8vX1VU1NjZYsWaLJkydLktfN+20Nma+4uFjh4eEu97dq1Urt27f3ij+DGzduaN68eXr88cedvwzQ22ZetmyZWrVqpRdeeKHW+71t3n9FsEBJSUk6duyYDh486OmtNJlz585p1qxZysjIUEBAgKe3c084HA4NHjxYr776qiRpwIABOnbsmNavX6+pU6d6eHeNb9u2bdqyZYvee+89PfTQQ8rPz1dycrKioqK8cl64qq6u1mOPPSbLsrRu3TpPb6dJ5Obm6o033lBeXp5sNpunt3PP8SOhOnTo0EG+vr63vEqkpKREkZGRHtpV45s5c6Z27dqljz/+WF26dHEej4yMVFVVla5cueKyvrnOn5ubq9LSUg0cOFCtWrVSq1attH//fr355ptq1aqVIiIivGpeSerUqZMefPBBl2O9e/dWUVGRJDnn8pav8Tlz5ig1NVWTJk1S37599eSTT2r27NlKT0+X5H3zfltD5ouMjLzlRQNff/21/vGPfzTrP4ObsXL27FllZGQ4n12RvGvmTz75RKWlperatavz37GzZ8/qxRdfVPfu3SV517zfRrDUwc/PT4MGDVJmZqbzmMPhUGZmpuLj4z24s8ZhWZZmzpypHTt2aN++fYqJiXG5f9CgQWrdurXL/CdPnlRRUVGznH/UqFH629/+pvz8fOdt8ODBmjx5svN/e9O8kjR8+PBbXqp+6tQpdevWTZIUExOjyMhIl5ntdrtycnKa5czXrl2Tj4/rP2m+vr5yOBySvG/eb2vIfPHx8bpy5Ypyc3Oda/bt2yeHw6G4uLh7vufGcDNWTp8+rY8++khhYWEu93vTzE8++aT++te/uvw7FhUVpTlz5mjv3r2SvGveW3j6ql+Tbd261fL397c2btxoFRQUWNOnT7dCQ0Ot4uJiT2/trj377LNWSEiIlZWVZV28eNF5u3btmnPNjBkzrK5du1r79u2zjhw5YsXHx1vx8fEe3HXj+tdXCVmW98176NAhq1WrVtaSJUus06dPW1u2bLHatGljbd682blm6dKlVmhoqPWHP/zB+utf/2qNGzfOiomJsa5fv+7Bnd+ZqVOnWp07d7Z27dplFRYWWtu3b7c6dOhgzZ0717mmuc979epV6+jRo9bRo0ctSdbKlSuto0ePOl8R05D5/u3f/s0aMGCAlZOTYx08eNDq2bOn9fjjj3tqpHrdbuaqqirrxz/+sdWlSxcrPz/f5d+yyspK5zma08z1/R1/27dfJWRZzWtedxAs9Vi9erXVtWtXy8/Pzxo6dKj12WefeXpLjUJSrbff/OY3zjXXr1+3nnvuOatdu3ZWmzZtrEcffdS6ePGi5zbdyL4dLN4475/+9CerT58+lr+/v9WrVy/rnXfecbnf4XBYixYtsiIiIix/f39r1KhR1smTJz2027tjt9utWbNmWV27drUCAgKs+++/31qwYIHLN67mPu/HH39c63+3U6dOtSyrYfP9/e9/tx5//HErKCjICg4OtqZNm2ZdvXrVA9M0zO1mLiwsrPPfso8//th5juY0c31/x99WW7A0p3ndYbOsf3kbSAAAAANxDQsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4/x8zPmhLL9upNQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nvLw8d7cGAAC8lNvBUl5erpiYGK1fv75O6/Pz8zV69GiNGDFCOTk5SkpK0vTp07V//37nmkOHDikxMVGfffaZ0tLSdOvWLf3oRz9SeXm5u9sDAABeyGZZlnXPJ9ts2rVrl8aNG1fjmvnz52vv3r06efKk89ikSZN07do17du3r9pzrly5orCwMB06dEg/+MEP6rQXu92u4OBglZSUKCgoyK05AACAZ9T1+3eDP4clIyND8fHxLscSEhKUkZFR4zklJSWSpLZt29a4pqKiQna73eUGAAC8U4MHS2FhocLDw12OhYeHy26368aNG3esdzgcSkpK0rBhw9S7d+8ar5uamqrg4GDnLSoqqt73DgAAzGDcq4QSExN18uRJbdu27a7rFi5cqJKSEuftwoULD2iHAADgQWvW0J8gIiJCRUVFLseKiooUFBSkwMBAl+OzZs3Snj17dPjwYXXq1Omu1/X395e/v3+97xcAAJinwR9hiYuLU3p6usuxtLQ0xcXFOT+2LEuzZs3Srl27dODAAUVHRzf0tgAAQCPidrCUlZUpJydHOTk5kv75suWcnBwVFBRI+uePaqZMmeJcP3PmTJ07d07z5s3T6dOn9eabb2r79u2aM2eOc01iYqK2bt2q999/X61bt1ZhYaEKCwurfY4LAABoetx+WfPBgwc1YsSIO45PnTpVmzdv1tNPP62vvvpKBw8edDlnzpw5ys3NVadOnbRkyRI9/fTT327CZqv2c/32t791WXc3vKwZAIDGp67fv+/rfVhMQrAAAND4GPM+LAAAAPeLYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPLeD5fDhwxozZowiIyNls9m0e/fuWs85ePCgBgwYIH9/fz388MPavHnzHWvWr1+vrl27KiAgQLGxsTp69Ki7WwMAAF7K7WApLy9XTEyM1q9fX6f1+fn5Gj16tEaMGKGcnBwlJSVp+vTp2r9/v3PNBx98oOTkZC1dulTZ2dmKiYlRQkKCiouL3d0eAADwQjbLsqx7Ptlm065duzRu3Lga18yfP1979+7VyZMnnccmTZqka9euad++fZKk2NhYDR48WOvWrZMkORwORUVF6fnnn9eCBQvqtBe73a7g4GCVlJQoKCjoXkdyYVmWbtyqqpdrAQDQ2AU295XNZqvXa9b1+3ezev2s1cjIyFB8fLzLsYSEBCUlJUmSKisrlZWVpYULFzrv9/HxUXx8vDIyMmq8bkVFhSoqKpwf2+32+t24pBu3qvRIyv7aFwIA0ATkLktQC78GT4dqNfiTbgsLCxUeHu5yLDw8XHa7XTdu3NDVq1dVVVVV7ZrCwsIar5uamqrg4GDnLSoqqkH2DwAAPM8zmVQPFi5cqOTkZOfHdru93qMlsLmvcpcl1Os1AQBorAKb+3rsczd4sERERKioqMjlWFFRkYKCghQYGChfX1/5+vpWuyYiIqLG6/r7+8vf379B9nybzWbz2ENfAADgWw3+I6G4uDilp6e7HEtLS1NcXJwkyc/PTwMHDnRZ43A4lJ6e7lwDAACaNreDpaysTDk5OcrJyZH0z5ct5+TkqKCgQNI/f1QzZcoU5/qZM2fq3Llzmjdvnk6fPq0333xT27dv15w5c5xrkpOTtWnTJm3ZskWnTp3Ss88+q/Lyck2bNu0+xwMAAN7A7Z93HD9+XCNGjHB+fPt5JFOnTtXmzZt1+fJlZ7xIUnR0tPbu3as5c+bo9ddfV6dOnfTOO+8oIeHb54ZMnDhRV65cUUpKigoLC9WvXz/t27fvjifiAgCApum+3ofFJA3xPiwAAKBh1fX7N79LCAAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGC8ewqW9evXq2vXrgoICFBsbKyOHj1a49pbt25p2bJl6tatmwICAhQTE6N9+/a5rKmqqtKSJUsUHR2twMBAdevWTS+//LIsy7qX7QEAAC/jdrB88MEHSk5O1tKlS5Wdna2YmBglJCSouLi42vWLFy/WW2+9pbVr1yo3N1czZ87U+PHjdeLECeeaFStWaMOGDVq3bp1OnTqlFStWaOXKlVq7du29TwYAALyGzXLzYYzY2FgNHjxY69atkyQ5HA5FRUXp+eef14IFC+5YHxkZqUWLFikxMdF5bMKECQoMDNTWrVslST/+8Y8VHh6u3/zmNzWuqY3dbldwcLBKSkoUFBTkzkgAAMBD6vr9261HWCorK5WVlaX4+PhvL+Djo/j4eGVkZFR7TkVFhQICAlyOBQYG6siRI86Phw4dqvT0dJ05c0aS9Ne//lVHjhzRqFGj3NkeAADwUs3cWXz16lVVVVUpPDzc5Xh4eLhOnz5d7TkJCQlavXq1fvCDH6hbt25KT0/Xzp07VVVV5VyzYMEC2e129ejRQ76+vqqqqtLy5cs1efLkGvdSUVGhiooK58d2u92dUQAAQCPS4K8Sev3119W9e3f16NFDfn5+mjVrlqZNmyYfn28/9fbt2/Xee+/p/fffV3Z2trZs2aL/+q//0pYtW2q8bmpqqoKDg523qKiohh4FAAB4iFvB0q5dO/n6+qqoqMjleFFRkSIiIqo9p3379tq9e7fKy8t1/vx5nT59Wq1atdJDDz3kXDN37lwtWLBAkyZNUp8+ffTUU09pzpw5Sk1NrXEvCxcuVElJifN24cIFd0YBAACNiFvB4ufnp4EDByo9Pd15zOFwKD09XXFxcXc9NyAgQB07dtQ333yjHTt2aOzYsc77rl+/7vKIiyT5+vrK4XDUeD1/f38FBQW53AAAgHdy6zkskpScnKypU6dq0KBBGjJkiNasWaPy8nJNmzZNkjRlyhR17NjR+ehIZmamLl68qH79+unixYt66aWX5HA4NG/ePOc1x4wZo+XLl6tz587q1auXTpw4odWrV+uZZ56ppzEBAEBj5nawTJw4UVeuXFFKSooKCwvVr18/7du3z/lE3IKCApdHS27evKnFixfr3LlzatWqlR577DG9++67CgkJca5Zu3atlixZoueee07FxcWKjIzUf/7nfyolJeX+JwQAAI2e2+/DYirehwUAgManQd6HBQAAwBMIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDx7ilY1q9fr65duyogIECxsbE6evRojWtv3bqlZcuWqVu3bgoICFBMTIz27dt3x7qLFy/qySefVGhoqAIDA9WnTx8dP378XrYHAAC8jNvB8sEHHyg5OVlLly5Vdna2YmJilJCQoOLi4mrXL168WG+99ZbWrl2r3NxczZw5U+PHj9eJEyeca77++msNGzZMzZs314cffqjc3FytWrVKbdq0uffJAACA17BZlmW5c0JsbKwGDx6sdevWSZIcDoeioqL0/PPPa8GCBXesj4yM1KJFi5SYmOg8NmHCBAUGBmrr1q2SpAULFujTTz/VJ598cs+D2O12BQcHq6SkREFBQfd8HQAA8ODU9fu3W4+wVFZWKisrS/Hx8d9ewMdH8fHxysjIqPaciooKBQQEuBwLDAzUkSNHnB//8Y9/1KBBg/Szn/1MYWFh6t+/vzZt2nTXvVRUVMhut7vcAACAd3IrWK5evaqqqiqFh4e7HA8PD1dhYWG15yQkJGj16tU6e/asHA6H0tLStHPnTl2+fNm55ty5c9qwYYO6d++u/fv369lnn9ULL7ygLVu21LiX1NRUBQcHO29RUVHujAIAABqRBn+V0Ouvv67u3burR48e8vPz06xZszRt2jT5+Hz7qR0OhwYMGKBXXnlF/fv314wZM/Qf//Ef2rhxY43XXbhwoUpKSpy3CxcuNPQoAADAQ9wKlnbt2snX11dFRUUux4uKihQREVHtOe3bt9fu3btVXl6u8+fP6/Tp02rVqpUeeugh55oOHTrokUcecTmvZ8+eKigoqHEv/v7+CgoKcrkBAADv5Faw+Pn5aeDAgUpPT3ceczgcSk9PV1xc3F3PDQgIUMeOHfXNN99ox44dGjt2rPO+YcOGKS8vz2X9mTNn1KVLF3e2BwAAvFQzd09ITk7W1KlTNWjQIA0ZMkRr1qxReXm5pk2bJkmaMmWKOnbsqNTUVElSZmamLl68qH79+unixYt66aWX5HA4NG/ePOc158yZo6FDh+qVV17R448/rqNHj+rtt9/W22+/XU9jAgCAxsztYJk4caKuXLmilJQUFRYWql+/ftq3b5/zibgFBQUuz0+5efOmFi9erHPnzqlVq1Z67LHH9O677yokJMS5ZvDgwdq1a5cWLlyoZcuWKTo6WmvWrNHkyZPvf0IAANDouf0+LKbifVgAAGh8GuR9WAAAADyBYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxmvm6Q3UF8uyJEl2u93DOwEAAHV1+/v27e/jNfGaYCktLZUkRUVFeXgnAADAXaWlpQoODq7xfptVW9I0Eg6HQ5cuXVLr1q1ls9nq7bp2u11RUVG6cOGCgoKC6u26JmtqMze1eaWmN3NTm1dqejM3tXkl75nZsiyVlpYqMjJSPj41P1PFax5h8fHxUadOnRrs+kFBQY36C+JeNLWZm9q8UtObuanNKzW9mZvavJJ3zHy3R1Zu40m3AADAeAQLAAAwHsFSC39/fy1dulT+/v6e3soD09RmbmrzSk1v5qY2r9T0Zm5q80pNb2avedItAADwXjzCAgAAjEewAAAA4xEsAADAeAQLAAAwHsFSi/Xr16tr164KCAhQbGysjh496ukt1YvU1FQNHjxYrVu3VlhYmMaNG6e8vDyXNTdv3lRiYqJCQ0PVqlUrTZgwQUVFRR7acf169dVXZbPZlJSU5DzmjfNevHhRTz75pEJDQxUYGKg+ffro+PHjzvsty1JKSoo6dOigwMBAxcfH6+zZsx7c8b2rqqrSkiVLFB0drcDAQHXr1k0vv/yyy+8naezzHj58WGPGjFFkZKRsNpt2797tcn9d5vvHP/6hyZMnKygoSCEhIfr5z3+usrKyBziFe+42861btzR//nz16dNHLVu2VGRkpKZMmaJLly65XKMxzVzb3/G/mjlzpmw2m9asWeNyvDHN6w6C5S4++OADJScna+nSpcrOzlZMTIwSEhJUXFzs6a3dt0OHDikxMVGfffaZ0tLSdOvWLf3oRz9SeXm5c82cOXP0pz/9Sb///e916NAhXbp0ST/96U89uOv6cezYMb311lvq27evy3Fvm/frr7/WsGHD1Lx5c3344YfKzc3VqlWr1KZNG+ealStX6o033tDGjRuVmZmpli1bKiEhQTdv3vTgzu/NihUrtGHDBq1bt06nTp3SihUrtHLlSq1du9a5prHPW15erpiYGK1fv77a++sy3+TJk/W///u/SktL0549e3T48GHNmDHjQY3gtrvNfP36dWVnZ2vJkiXKzs7Wzp07lZeXp5/85Ccu6xrTzLX9Hd+2a9cuffbZZ4qMjLzjvsY0r1ss1GjIkCFWYmKi8+OqqiorMjLSSk1N9eCuGkZxcbElyTp06JBlWZZ17do1q3nz5tbvf/9755pTp05ZkqyMjAxPbfO+lZaWWt27d7fS0tKs//f//p81e/Zsy7K8c9758+dbw4cPr/F+h8NhRUREWK+99prz2LVr1yx/f3/rf/7nfx7EFuvV6NGjrWeeecbl2E9/+lNr8uTJlmV537ySrF27djk/rst8ubm5liTr2LFjzjUffvihZbPZrIsXLz6wvd+r785cnaNHj1qSrPPnz1uW1bhnrmne//u//7M6duxonTx50urSpYv161//2nlfY563NjzCUoPKykplZWUpPj7eeczHx0fx8fHKyMjw4M4aRklJiSSpbdu2kqSsrCzdunXLZf4ePXqoc+fOjXr+xMREjR492mUuyTvn/eMf/6hBgwbpZz/7mcLCwtS/f39t2rTJeX9+fr4KCwtdZg4ODlZsbGyjnHno0KFKT0/XmTNnJEl//etfdeTIEY0aNUqS9837XXWZLyMjQyEhIRo0aJBzTXx8vHx8fJSZmfnA99wQSkpKZLPZFBISIsn7ZnY4HHrqqac0d+5c9erV6477vW3ef+U1v/ywvl29elVVVVUKDw93OR4eHq7Tp097aFcNw+FwKCkpScOGDVPv3r0lSYWFhfLz83P+R39beHi4CgsLPbDL+7dt2zZlZ2fr2LFjd9znjfOeO3dOGzZsUHJysn7xi1/o2LFjeuGFF+Tn56epU6c656rua7wxzrxgwQLZ7Xb16NFDvr6+qqqq0vLlyzV58mRJ8rp5v6su8xUWFiosLMzl/mbNmqlt27Ze8Wdw8+ZNzZ8/X0888YTzlwF628wrVqxQs2bN9MILL1R7v7fN+68IFigxMVEnT57UkSNHPL2VBnPhwgXNnj1baWlpCggI8PR2HgiHw6FBgwbplVdekST1799fJ0+e1MaNGzV16lQP767+bd++Xe+9957ef/999erVSzk5OUpKSlJkZKRXzgtXt27d0uOPPy7LsrRhwwZPb6dBZGVl6fXXX1d2drZsNpunt/PA8SOhGrRr106+vr53vEqkqKhIERERHtpV/Zs1a5b27Nmjjz/+WJ06dXIej4iIUGVlpa5du+ayvrHOn5WVpeLiYg0YMEDNmjVTs2bNdOjQIb3xxhtq1qyZwsPDvWpeSerQoYMeeeQRl2M9e/ZUQUGBJDnn8pav8blz52rBggWaNGmS+vTpo6eeekpz5sxRamqqJO+b97vqMl9ERMQdLxr45ptv9I9//KNR/xncjpXz588rLS3N+eiK5F0zf/LJJyouLlbnzp2d/46dP39eL774orp27SrJu+b9LoKlBn5+fho4cKDS09OdxxwOh9LT0xUXF+fBndUPy7I0a9Ys7dq1SwcOHFB0dLTL/QMHDlTz5s1d5s/Ly1NBQUGjnH/kyJH629/+ppycHOdt0KBBmjx5svN/e9O8kjRs2LA7Xqp+5swZdenSRZIUHR2tiIgIl5ntdrsyMzMb5czXr1+Xj4/rP2m+vr5yOBySvG/e76rLfHFxcbp27ZqysrKcaw4cOCCHw6HY2NgHvuf6cDtWzp49q48++kihoaEu93vTzE899ZQ+//xzl3/HIiMjNXfuXO3fv1+Sd817B08/69dk27Zts/z9/a3Nmzdbubm51owZM6yQkBCrsLDQ01u7b88++6wVHBxsHTx40Lp8+bLzdv36deeamTNnWp07d7YOHDhgHT9+3IqLi7Pi4uI8uOv69a+vErIs75v36NGjVrNmzazly5dbZ8+etd577z2rRYsW1tatW51rXn31VSskJMT6wx/+YH3++efW2LFjrejoaOvGjRse3Pm9mTp1qtWxY0drz549Vn5+vrVz506rXbt21rx585xrGvu8paWl1okTJ6wTJ05YkqzVq1dbJ06ccL4ipi7z/fu//7vVv39/KzMz0zpy5IjVvXt364knnvDUSLW628yVlZXWT37yE6tTp05WTk6Oy79lFRUVzms0pplr+zv+ru++SsiyGte87iBYarF27Vqrc+fOlp+fnzVkyBDrs88+8/SW6oWkam+//e1vnWtu3LhhPffcc1abNm2sFi1aWOPHj7cuX77suU3Xs+8GizfO+6c//cnq3bu35e/vb/Xo0cN6++23Xe53OBzWkiVLrPDwcMvf398aOXKklZeX56Hd3h+73W7Nnj3b6ty5sxUQEGA99NBD1qJFi1y+cTX2eT/++ONq/7udOnWqZVl1m+/vf/+79cQTT1itWrWygoKCrGnTplmlpaUemKZu7jZzfn5+jf+Wffzxx85rNKaZa/s7/q7qgqUxzesOm2X9y9tAAgAAGIjnsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIz3/wG41HURlqrUsQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scope_dict = seq.get_scope()\n",
    "\n",
    "for device_id in scope_dict.keys():\n",
    "    for frame_label in scope_dict[device_id].keys():\n",
    "        for scope_label in scope_dict[device_id][frame_label].keys():\n",
    "            for acq_label in scope_dict[device_id][frame_label][scope_label].keys():\n",
    "                t = scope_dict[device_id][frame_label][scope_label][acq_label][\"t\"]\n",
    "                dec = scope_dict[device_id][frame_label][scope_label][acq_label][\"dec\"]\n",
    "                samples = scope_dict[device_id][frame_label][scope_label][acq_label][\"samples\"]\n",
    "                src = scope_dict[device_id][frame_label][scope_label][acq_label][\"src\"]\n",
    "                data = scope_dict[device_id][frame_label][scope_label][acq_label][\"data\"]\n",
    "                print(f\"Device: {device_id}\")\n",
    "                print(f\"Frame: {frame_label}\")\n",
    "                print(f\"Scope: {scope_label}\")\n",
    "                print(f\"Label: {acq_label}\")\n",
    "                print(f\"Time: {t}\")\n",
    "                print(f\"Decimation: {dec}\")\n",
    "                print(f\"Samples: {samples}\")\n",
    "                print(f\"Source: {src}\")\n",
    "                \n",
    "                for i in range(4):\n",
    "                    plt.figure()\n",
    "                    plt.plot(((data >> i ) & 1), label= f\"digital_io_0[{i}]\")\n",
    "                    plt.legend(loc=1)\n",
    "                    plt.show()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a138656",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}